The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-02-17"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "109902859 (up from 109507408 yesterday: 0.36 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2430189 (up from 2418797 yesterday: 0.47 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 9036668

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.21



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 27826812 70188 0.25 2228751 490540 2459 0.50 1.76
India 10950201 12881 0.12 249008 156014 101 0.06 1.42
Brazil 9978747 56766 0.57 981871 242090 1150 0.48 2.43
United Kingdom 4083092 12760 0.31 357455 119159 738 0.62 2.92
Russia 4066164 12629 0.31 332472 80118 459 0.58 1.97
France 3573638 25186 0.71 408189 83271 310 0.37 2.33
Spain 3107172 10829 0.35 437070 66316 337 0.51 2.13
Italy 2751657 12066 0.44 250510 94540 369 0.39 3.44
Turkey 2609359 7325 0.28 159520 27738 86 0.31 1.06
Germany 2362364 9598 0.41 182685 66732 903 1.37 2.82
Colombia 2207701 5103 0.23 152396 58134 185 0.32 2.63
Argentina 2039124 6064 0.30 143071 50616 184 0.36 2.48
Mexico 2013563 8988 0.45 206714 177061 1075 0.61 8.79
Poland 1605372 8699 0.54 115860 41308 280 0.68 2.57
Iran 1542076 8042 0.52 149762 59184 67 0.11 3.84
South Africa 1496439 2320 0.16 65791 48478 165 0.34 3.24
Ukraine 1326891 4485 0.34 85028 26017 155 0.60 1.96
Peru 1244729 6228 0.50 137490 44056 176 0.40 3.54
Indonesia 1243646 9687 0.79 219348 33788 192 0.57 2.72
Czechia 1112322 12668 1.15 156167 18596 166 0.90 1.67
Netherlands 1052544 3424 0.33 77572 15138 88 0.58 1.44
Canada 839155 2561 0.31 73136 21439 44 0.21 2.55
Portugal 790885 2324 0.29 121934 15649 127 0.82 1.98
Chile 784314 2275 0.29 74426 19659 15 0.08 2.51
Romania 768785 2815 0.37 50173 19588 62 0.32 2.55
Belgium 743882 2677 0.36 44220 21793 43 0.20 2.93
Israel 738629 4054 0.55 117039 5473 32 0.59 0.74
Iraq 653557 3575 0.55 37298 13204 12 0.09 2.02
Sweden 622102 4233 0.69 61630 12569 82 0.66 2.02
Pakistan 567261 1272 0.22 27874 12488 52 0.42 2.20
Philippines 553424 1178 0.21 35017 11577 53 0.46 2.09
Switzerland 545535 1253 0.23 27830 9849 32 0.33 1.81
Bangladesh 541877 443 0.08 8433 8314 16 0.19 1.53
Morocco 479579 508 0.11 11196 8517 13 0.15 1.78
Austria 437874 1735 0.40 29093 8290 30 0.36 1.89
Serbia 426487 2467 0.58 37442 4277 16 0.38 1.00
Japan 419896 1461 0.35 43414 7218 79 1.11 1.72
Hungary 391170 1548 0.40 29289 13931 94 0.68 3.56
Saudi Arabia 373702 334 0.09 6679 6445 4 0.06 1.72
United Arab Emirates 358583 3452 0.97 69497 1055 14 1.34 0.29
Jordan 355106 2887 0.82 31995 4503 12 0.27 1.27
Lebanon 346080 2479 0.72 56420 4152 60 1.47 1.20
Panama 333755 504 0.15 18355 5672 17 0.30 1.70
Slovakia 282864 3168 1.13 41472 6168 105 1.73 2.18
Nepal 273070 125 0.05 2695 2055 0 0.00 0.75
Belarus 272273 1352 0.50 31140 1876 9 0.48 0.69
Malaysia 272163 2998 1.11 78049 1005 22 2.24 0.37
Ecuador 268219 146 0.05 24684 15394 2 0.01 5.74
Georgia 266948 486 0.18 11384 3390 13 0.38 1.27
Kazakhstan 253751 930 0.37 23563 3144 0 0.00 1.24
Croatia 238501 502 0.21 8142 5375 18 0.34 2.25
Bolivia 238495 789 0.33 30421 11303 29 0.26 4.74
Bulgaria 233342 1246 0.54 16328 9744 41 0.42 4.18
Azerbaijan 232491 154 0.07 2907 3187 2 0.06 1.37
Dominican Republic 231737 642 0.28 24282 2990 15 0.50 1.29
Tunisia 225116 787 0.35 22793 7651 34 0.45 3.40
Ireland 211751 638 0.30 20569 4036 56 1.41 1.91
Denmark 206285 414 0.20 9061 2317 8 0.35 1.12
Costa Rica 200888 434 0.22 8822 2745 8 0.29 1.37
Lithuania 191821 557 0.29 12604 3113 18 0.58 1.62
Slovenia 181606 1086 0.60 19944 3745 12 0.32 2.06
Kuwait 180505 1017 0.57 17643 1019 5 0.49 0.56
Egypt 175677 618 0.35 11916 10150 49 0.49 5.78
Greece 174659 754 0.43 20576 6194 13 0.21 3.55
Moldova 172815 1301 0.76 15189 3697 19 0.52 2.14
West Bank and Gaza 170527 1040 0.61 13531 1948 6 0.31 1.14
Armenia 169597 206 0.12 3170 3155 5 0.16 1.86
Guatemala 168880 777 0.46 12383 6164 6 0.10 3.65
Honduras 162584 857 0.53 18577 3933 20 0.51 2.42
Qatar 158591 453 0.29 8658 256 0 0.00 0.16
Nigeria 149369 1073 0.72 23209 1787 10 0.56 1.20
Ethiopia 149308 818 0.55 14263 2237 14 0.63 1.50
Paraguay 147253 1037 0.71 17090 2991 20 0.67 2.03
Burma 141690 31 0.02 2888 3192 0 0.00 2.25
Oman 138206 277 0.20 4632 1549 5 0.32 1.12
Venezuela 134319 392 0.29 9361 1297 5 0.39 0.97
Libya 128348 312 0.24 12284 2056 5 0.24 1.60
Bosnia and Herzegovina 126781 368 0.29 5917 4949 14 0.28 3.90
Bahrain 115057 696 0.61 13941 410 0 0.00 0.36
Algeria 111247 178 0.16 4888 2947 2 0.07 2.65
Kenya 103332 144 0.14 3009 1801 4 0.22 1.74
China 100666 27 0.03 1011 4833 2 0.04 4.80

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3506402 6531 0.19 255753 47936 426 0.90 1.37 88742.21 1213.19 1 in 11
Texas 2576098 5140 0.20 266878 41496 110 0.27 1.61 88843.58 1431.10 1 in 11
Florida 1844627 7342 0.40 168456 29311 157 0.54 1.59 85885.54 1364.72 1 in 12
New York 1559042 5925 0.38 189970 46267 126 0.27 2.97 80141.73 2378.33 1 in 12
Illinois 1166717 1795 0.15 54536 22224 25 0.11 1.90 92071.77 1753.81 1 in 11
Georgia 973247 3545 0.37 87642 16273 99 0.61 1.67 91665.09 1532.67 1 in 11
Ohio 945107 1816 0.19 66823 16513 60 0.36 1.75 80853.70 1412.68 1 in 12
Pennsylvania 905370 3494 0.39 82788 23284 184 0.80 2.57 70721.04 1818.78 1 in 14
North Carolina 829507 3167 0.38 96497 10670 108 1.02 1.29 79090.42 1017.35 1 in 13
Arizona 801055 1315 0.16 62494 15063 82 0.55 1.88 105195.83 1978.10 1 in 10
Tennessee 760303 780 0.10 44497 10985 31 0.28 1.44 111266.45 1607.60 1 in 9
New Jersey 755174 4109 0.55 78637 22632 135 0.60 3.00 85021.15 2548.02 1 in 12
Indiana 651453 923 0.14 34277 12250 19 0.16 1.88 96766.46 1819.61 1 in 10
Michigan 632772 1240 0.20 28539 16160 11 0.07 2.55 63360.47 1618.13 1 in 16
Wisconsin 609189 771 0.13 23589 6798 10 0.15 1.12 104627.89 1167.55 1 in 10
Massachusetts 561936 1360 0.24 52433 15623 56 0.36 2.78 80859.88 2248.07 1 in 12
Virginia 555592 2284 0.41 67039 7075 38 0.54 1.27 65091.77 828.89 1 in 15
South Carolina 492369 1916 0.39 65138 8117 62 0.77 1.65 95629.51 1576.51 1 in 10
Missouri 488981 680 0.14 21450 7819 37 0.48 1.60 79671.97 1273.99 1 in 13
Alabama 483167 679 0.14 34081 9346 89 0.96 1.93 98541.46 1906.11 1 in 10
Minnesota 475379 758 0.16 18062 6458 10 0.16 1.36 84292.56 1145.11 1 in 12
Louisiana 421018 624 0.15 28602 9391 66 0.71 2.23 90564.99 2020.09 1 in 11
Colorado 416174 1137 0.27 25878 5838 10 0.17 1.40 72268.29 1013.76 1 in 14
Oklahoma 415858 1078 0.26 36748 4089 28 0.69 0.98 105095.03 1033.37 1 in 10
Kentucky 391772 1010 0.26 38838 4336 18 0.42 1.11 87690.39 970.53 1 in 11
Maryland 372980 759 0.20 26421 7630 18 0.24 2.05 61693.64 1262.06 1 in 16
Utah 363248 901 0.25 22564 1806 9 0.50 0.50 113304.04 563.33 1 in 9
Iowa 330906 588 0.18 14792 5306 43 0.82 1.60 104880.72 1681.74 1 in 10
Washington 330807 1061 0.32 25518 4759 50 1.06 1.44 43442.11 624.96 1 in 23
Arkansas 314192 667 0.21 25228 5313 26 0.49 1.69 104112.07 1760.54 1 in 10
Kansas 291093 1250 0.43 16347 4482 112 2.56 1.54 99918.17 1538.45 1 in 10
Mississippi 289398 684 0.24 20726 6524 23 0.35 2.25 97239.08 2192.09 1 in 10
Nevada 289392 363 0.13 15519 4774 41 0.87 1.65 93953.68 1549.92 1 in 11
Connecticut 271356 534 0.20 24017 7476 27 0.36 2.76 76110.56 2096.89 1 in 13
Nebraska 197746 299 0.15 8962 2018 14 0.70 1.02 102225.59 1043.21 1 in 10
New Mexico 181332 272 0.15 10285 3562 12 0.34 1.96 86479.15 1698.76 1 in 12
Idaho 168353 408 0.24 7141 1817 11 0.61 1.08 93943.58 1013.91 1 in 11
Oregon 151257 382 0.25 11194 2143 5 0.23 1.42 35862.12 508.09 1 in 28
West Virginia 128405 288 0.22 10630 2225 9 0.41 1.73 71849.15 1245.00 1 in 14
Rhode Island 122440 368 0.30 9431 2352 8 0.34 1.92 115579.11 2220.21 1 in 9
South Dakota 110685 92 0.08 3077 1844 0 0.00 1.67 125116.01 2084.42 1 in 8
North Dakota 98901 120 0.12 1741 1461 0 0.00 1.48 129780.78 1917.17 1 in 8
Puerto Rico 98428 111 0.11 6184 1930 6 0.31 1.96 30819.48 604.32 1 in 32
Montana 97900 234 0.24 5369 1334 3 0.23 1.36 91599.94 1248.15 1 in 11
Delaware 83581 212 0.25 7749 1316 25 1.94 1.57 85832.91 1351.46 1 in 12
New Hampshire 71965 750 1.05 8402 1148 12 1.06 1.60 52926.69 844.30 1 in 19
Alaska 56968 63 0.11 3298 288 1 0.35 0.51 77873.54 393.69 1 in 13
Wyoming 53450 99 0.19 2082 662 0 0.00 1.24 92352.78 1143.83 1 in 11
Maine 42877 104 0.24 4707 654 3 0.46 1.53 31897.50 486.53 1 in 31
District of Columbia 39180 49 0.13 3315 985 3 0.31 2.51 55515.49 1395.68 1 in 18
Hawaii 27132 27 0.10 1480 426 1 0.24 1.57 19162.75 300.87 1 in 52
Vermont 13996 79 0.57 2617 191 0 0.00 1.36 22429.88 306.10 1 in 45

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 46384932 3506402 7.56 5132450 255753 4.98 1173938.8
2 Texas 18810731 2576098 13.69 1972937 266878 13.53 648738.0
3 Florida 20769797 1844627 8.88 2138015 168456 7.88 967038.4
4 New York 35523811 1559042 4.39 4395662 189970 4.32 1826082.7
5 Illinois 17320814 1166717 6.74 1687371 54536 3.23 1366876.5
6 Georgia 6914772 973247 14.07 618728 87642 14.16 651266.5
7 Ohio 9671588 945107 9.77 798724 66823 8.37 827402.3
8 Pennsylvania 9945410 905370 9.10 5536857 82788 1.50 776864.4
9 North Carolina 9820207 829507 8.45 1164078 96497 8.29 936320.4
10 Arizona 3648606 801055 21.96 253964 62494 24.61 479140.8
11 Tennessee 6755133 760303 11.26 415264 44497 10.72 988579.1
12 New Jersey 10164436 755174 7.43 869428 78637 9.04 1144361.5
13 Indiana 7624956 651453 8.54 794660 34277 4.31 1132606.6
14 Michigan 9936972 632772 6.37 717029 28539 3.98 995004.9
15 Wisconsin 6563379 609189 9.28 513260 23589 4.60 1127256.9
16 Massachusetts 15140864 561936 3.71 1948386 52433 2.69 2178697.4
17 Virginia 5653212 555592 9.83 540515 67039 12.40 662316.1
18 South Carolina 4729746 492369 10.41 657649 65138 9.90 918626.7
19 Missouri 4350392 488981 11.24 264246 21450 8.12 708829.8
20 Alabama 2238301 483167 21.59 132266 34081 25.77 456499.4
21 Minnesota 6630126 475379 7.17 533701 18062 3.38 1175631.0
22 Louisiana 5367092 421018 7.84 459050 28602 6.23 1154512.8
23 Colorado 5896201 416174 7.06 585885 25878 4.42 1023870.7
24 Oklahoma 3400501 415858 12.23 285304 36748 12.88 859369.7
25 Kentucky 3780152 391772 10.36 235103 38838 16.52 846112.1
26 Maryland 7519063 372980 4.96 700014 26421 3.77 1243708.4
27 Utah 2760128 363248 13.16 202250 22564 11.16 860937.0
28 Iowa 1293332 330906 25.59 52253 14792 28.31 409921.8
29 Washington 4967466 330807 6.66 520622 25518 4.90 652335.6
30 Arkansas 2593431 314192 12.11 213493 25228 11.82 859370.9
31 Kansas 1229298 291093 23.68 69522 16347 23.51 421958.6
32 Mississippi 1682781 289398 17.20 119621 20726 17.33 565422.3
33 Nevada 2634991 289392 10.98 189605 15519 8.18 855473.2
34 Connecticut 6366768 271356 4.26 733462 24017 3.27 1785765.9
35 Nebraska 2279925 197746 8.67 227218 8962 3.94 1178616.4
36 New Mexico 2567877 181332 7.06 296620 10285 3.47 1224647.8
37 Idaho 625319 168353 26.92 30132 7141 23.70 348937.7
38 Oregon 3419985 151257 4.42 314885 11194 3.55 810857.8
39 West Virginia 2106202 128405 6.10 215704 10630 4.93 1178527.6
40 Rhode Island 2810326 122440 4.36 359179 9431 2.63 2652850.2
41 South Dakota 414889 110685 26.68 15679 3077 19.62 468981.8
42 North Dakota 1384149 98901 7.15 51120 1741 3.41 1816320.7
44 Montana 1032328 97900 9.48 102369 5369 5.24 965895.6
45 Delaware 1333004 83581 6.27 132869 7749 5.83 1368919.0
46 New Hampshire 1370889 71965 5.25 146400 8402 5.74 1008220.9
47 Alaska 1611971 56968 3.53 144571 3298 2.28 2203515.9
48 Wyoming 615337 53450 8.69 -1340 2082 -155.37 1063200.8
49 Maine 1534948 42877 2.79 183487 4707 2.57 1141894.3
50 District of Columbia 1177467 39180 3.33 113138 3315 2.93 1668393.4
51 Hawaii 1041656 27132 2.60 88465 1480 1.67 735699.3
52 Vermont 987188 13996 1.42 124367 2617 2.10 1582059.9

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 6193465 567483 1764 0.31 9.16 3740 363 48693 27883 4.91
Veneto 4656125 322846 492 0.15 6.93 875 97 23378 9621 2.98
Campania 2714018 246592 1575 0.64 9.09 1301 107 69679 4053 1.64
Emilia-Romagna 3511647 239091 1025 0.43 6.81 1902 176 35268 10213 4.27
Piemonte 2361005 235574 959 0.41 9.98 1875 138 12167 9204 3.91
Lazio 3781008 221830 871 0.39 5.87 2044 239 36607 5593 2.52
Sicilia 2180980 147185 484 0.33 6.75 961 154 33655 3915 2.66
Toscana 2503762 145020 773 0.54 5.79 699 137 12396 4486 3.09
Puglia 1458849 137078 883 0.65 9.40 1314 156 38034 3672 2.68
Liguria 962220 74539 309 0.42 7.75 569 60 4856 3543 4.75
Friuli Venezia Giulia 1265663 72781 333 0.46 5.75 384 59 9412 2722 3.74
Marche 769043 61684 471 0.77 8.02 534 78 8155 2135 3.46
P.A. Bolzano 632885 49798 450 0.91 7.87 254 39 7812 956 1.92
Abruzzo 872817 49229 438 0.90 5.64 551 63 12207 1588 3.23
Umbria 749120 41739 438 1.06 5.57 471 83 8431 933 2.24
Sardegna 709892 40438 109 0.27 5.70 302 29 13658 1088 2.69
Calabria 559992 35855 170 0.48 6.40 179 18 6531 657 1.83
P.A. Trento 575045 30863 311 1.02 5.37 162 26 2787 1187 3.85
Basilicata 232055 14445 85 0.59 6.22 72 7 3453 359 2.49
Molise 152150 9651 120 1.26 6.34 77 12 1554 319 3.31
Valle d’Aosta 74548 7936 14 0.18 10.65 8 2 131 413 5.20

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 293538 803 0.27 6732 16 0.24 2.29 19952.52 457.59 1 in 50
Quebec 278987 800 0.29 10258 12 0.12 3.68 32677.17 1201.50 1 in 31
Alberta 129615 277 0.21 1798 7 0.39 1.39 29370.20 407.42 1 in 34
British Columbia 74710 427 0.57 1317 3 0.23 1.76 14617.73 257.68 1 in 68
Manitoba 31007 75 0.24 876 1 0.11 2.83 22509.34 635.93 1 in 44
Saskatchewan 26953 124 0.46 362 5 1.40 1.34 22809.32 306.35 1 in 44
Nova Scotia 1600 3 0.19 65 0 0.00 4.06 1636.90 66.50 1 in 611
New Brunswick 1407 3 0.21 24 0 0.00 1.71 1803.86 30.77 1 in 554
Newfoundland and Labrador 755 44 6.19 4 0 0.00 0.53 1448.12 7.67 1 in 691
Nunavut 324 1 0.31 1 0 0.00 0.31 NA NA 1 in NA
Prince Edward Island 114 0 0.00 0 0 NaN 0.00 720.80 0.00 1 in 1387
Yukon 72 0 0.00 1 0 0.00 1.39 1752.76 24.34 1 in 571
Northwest Territories 47 4 9.30 0 0 NaN 0.00 1046.68 0.00 1 in 955
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 85045.27 1499.21 1 in 12
India 8177.89 116.52 1 in 122
Brazil 47676.77 1156.67 1 in 21
United Kingdom 61455.33 1793.48 1 in 16
Russia 28139.54 554.45 1 in 36
France 53345.84 1243.04 1 in 19
Spain 66591.77 1421.26 1 in 15
Italy 45496.97 1563.16 1 in 22
Turkey 32290.05 343.25 1 in 31
Germany 28534.41 806.04 1 in 35
Colombia 44990.85 1184.72 1 in 22
Argentina 46061.08 1143.35 1 in 22
Mexico 15584.85 1370.44 1 in 64
Poland 42268.88 1087.63 1 in 24
Iran 19000.44 729.23 1 in 53
South Africa 26382.92 854.69 1 in 38
Ukraine NA NA 1 in NA
Peru 38692.23 1369.47 1 in 26
Indonesia 4710.78 127.98 1 in 212
Czechia 104443.38 1746.10 1 in 10

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1171865 19381 1.65
Maricopa Arizona 500631 8559 1.71
Cook Illinois 467424 9192 1.97
Miami-Dade Florida 397226 5229 1.32
Harris Texas 339366 4766 1.40
Riverside California 287063 3577 1.25
San Bernardino California 282736 2457 0.87
Dallas Texas 275783 3213 1.17
Orange California 257816 3644 1.41
San Diego California 254180 3099 1.22
Tarrant Texas 236461 2671 1.13
Clark Nevada 223200 3696 1.66
Queens New York 197718 8525 4.31
Kings New York 195859 8824 4.51
Bexar Texas 187746 2695 1.44
Broward Florida 186831 2283 1.22
Suffolk New York 155739 2988 1.92
Nassau New York 141224 2841 2.01
Salt Lake Utah 135998 719 0.53
Bronx New York 134393 5679 4.23
El Paso Texas 120205 2262 1.88
Palm Beach Florida 115794 2362 2.04
Philadelphia Pennsylvania 115560 3035 2.63
Orange Florida 110518 1060 0.96
Franklin Ohio 109605 1172 1.07
Middlesex Massachusetts 108411 3343 3.08
Santa Clara California 107980 1682 1.56
Hillsborough Florida 107513 1427 1.33
Pima Arizona 107401 2082 1.94
Milwaukee Wisconsin 105935 1251 1.18
Westchester New York 102598 2035 1.98
Kern California 100849 690 0.68
Wayne Michigan 99850 4086 4.09
Hennepin Minnesota 98644 1569 1.59
New York New York 96072 3784 3.94
Mecklenburg North Carolina 93620 826 0.88
Fresno California 93363 1349 1.44
Cuyahoga Ohio 93157 1648 1.77
Sacramento California 91246 1402 1.54
Marion Indiana 89500 1612 1.80
Gwinnett Georgia 89315 890 1.00
Utah Utah 88217 308 0.35
Duval Florida 86872 1062 1.22
St. Louis Missouri 86846 1873 2.16
Shelby Tennessee 85813 1435 1.67
Fulton Georgia 82534 1068 1.29
King Washington 82201 1329 1.62
Essex Massachusetts 81593 2096 2.57
Collin Texas 80777 685 0.85
Providence Rhode Island 80264 1731 2.16
Davidson Tennessee 79924 816 1.02
Oklahoma Oklahoma 79260 680 0.86
Alameda California 79016 1125 1.42
Fairfield Connecticut 77597 2010 2.59
Ventura California 76043 767 1.01
Suffolk Massachusetts 75876 1659 2.19
DuPage Illinois 75281 1164 1.55
Allegheny Pennsylvania 73813 1658 2.25
Travis Texas 73538 805 1.09
Bergen New Jersey 73454 2562 3.49
Oakland Michigan 73290 1955 2.67
Wake North Carolina 71825 515 0.72
Hidalgo Texas 71744 2558 3.57
Prince George’s Maryland 71402 1294 1.81
Hamilton Ohio 71388 917 1.28
Jefferson Kentucky 70817 766 1.08
Essex New Jersey 70553 2623 3.72
Jefferson Alabama 69808 1308 1.87
Middlesex New Jersey 69681 2041 2.93
Tulsa Oklahoma 69112 661 0.96
New Haven Connecticut 68795 1880 2.73
Hartford Connecticut 68159 2240 3.29
Cobb Georgia 67268 861 1.28
Hudson New Jersey 66063 1958 2.96
San Joaquin California 65659 1018 1.55
Fairfax Virginia 64355 834 1.30
Pinellas Florida 63871 1385 2.17
Will Illinois 63707 875 1.37
Worcester Massachusetts 63354 1973 3.11
Douglas Nebraska 62985 604 0.96
Erie New York 62391 1558 2.50
Montgomery Maryland 61942 1382 2.23
Greenville South Carolina 61421 816 1.33
Contra Costa California 60996 626 1.03
Denton Texas 60167 597 0.99
Lake Illinois 58298 909 1.56
Denver Colorado 58034 753 1.30
Macomb Michigan 57680 1932 3.35
Lee Florida 56006 861 1.54
Ocean New Jersey 55623 1787 3.21
Fort Bend Texas 55272 530 0.96
Polk Florida 55058 1087 1.97
Passaic New Jersey 55028 1650 3.00
DeKalb Georgia 54913 764 1.39
Stanislaus California 54631 910 1.67
Union New Jersey 54580 1726 3.16
Bristol Massachusetts 54252 1448 2.67
Richmond New York 54056 1536 2.84
Monmouth New Jersey 53935 1358 2.52
Sedgwick Kansas 52832 659 1.25

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc